{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recurrent neural networks for time series regression with TensorFlow Eager\n",
    "----\n",
    "\n",
    "Hello everyone! In this tutorial, we are going to explore how we can build a recurrent neural network for time series regression. As my background is in power systems I thought it will only be fair to include at least a tutorial related to this field. Thus, in this tutorial we are going to build an RNN for energy demand forecasting.\n",
    "\n",
    "To predict the next-day energy demand, we will work with the hourly energy consumption data provided by [ENTSO-E](https://transparency.entsoe.eu/). I've chosen to work with data from Spain as I am currently living here. Nevertheless, the same analysis can be applied to energy consumption data belonging from any country.\n",
    "\n",
    "### Tutorial steps\n",
    "----\n",
    "![img](tutorials_graphics/05_flowchart.png)\n",
    "\n",
    "* *Exploratory data analysis on energy demand data from ENTSO-E*\n",
    "* *Create a train and test dataset*\n",
    "* *Process raw data to create input and target samples*\n",
    "* *Create RNN class for regression*\n",
    "    * *Train model with gradient descent either from scratch or from previous checkpoint*\n",
    "* *Visualize the difference between forecasted and actual values on the test dataset*\n",
    "    \n",
    "If you would like to add anything to this tutorial please let me know. Also, I am happy to hear any suggestions you have for improvement."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import here useful libraries\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import TensorFlow and TensorFlow Eager\n",
    "import tensorflow.contrib.eager as tfe\n",
    "import tensorflow as tf\n",
    "\n",
    "# Import libraries for data processing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from datetime import datetime as dt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Import library for plotting\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable eager mode. Once activated it cannot be reversed! Run just once.\n",
    "tfe.enable_eager_execution(device_policy=tfe.DEVICE_PLACEMENT_SILENT)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory data analysis\n",
    "----\n",
    "\n",
    "The dataset used in this tutorial can be found in the folder *datasets/load_forecasting*. Let's read it and have a look at it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time (CET)</th>\n",
       "      <th>Day-ahead Total Load Forecast [MW] - BZN|ES</th>\n",
       "      <th>Actual Total Load [MW] - BZN|ES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29230</th>\n",
       "      <td>02.05.2018 22:00 - 02.05.2018 23:00</td>\n",
       "      <td>30187.0</td>\n",
       "      <td>30344.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29231</th>\n",
       "      <td>02.05.2018 23:00 - 03.05.2018 00:00</td>\n",
       "      <td>27618.0</td>\n",
       "      <td>27598.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Time (CET)  \\\n",
       "29230  02.05.2018 22:00 - 02.05.2018 23:00   \n",
       "29231  02.05.2018 23:00 - 03.05.2018 00:00   \n",
       "\n",
       "       Day-ahead Total Load Forecast [MW] - BZN|ES  \\\n",
       "29230                                      30187.0   \n",
       "29231                                      27618.0   \n",
       "\n",
       "       Actual Total Load [MW] - BZN|ES  \n",
       "29230                          30344.0  \n",
       "29231                          27598.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "energy_df = pd.read_csv('datasets/load_forecasting/spain_hourly_entsoe.csv')\n",
    "energy_df.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rename columns\n",
    "energy_df.columns = ['time', 'forecasted_load', 'actual_load']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the date and hour from 'Time (CET)'\n",
    "energy_df['date'] = energy_df['time'].apply(lambda x: dt.strptime(x.split('-')[0].strip(), '%d.%m.%Y %H:%M'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the dataset comes with the timestamp of each measurement, the actual energy demand for a particular hour, as long with its forecasted value. For our task, we will only use the **'Actual Total Load [MW]'** column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The date of the first measurement:  01.01.2015 00:00 - 01.01.2015 01:00\n"
     ]
    }
   ],
   "source": [
    "print('The date of the first measurement: ', energy_df.loc[0, 'time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The date of the last measurement:  02.05.2018 23:00 - 03.05.2018 00:00\n"
     ]
    }
   ],
   "source": [
    "print('The date of the last measurement: ', energy_df.loc[len(energy_df)-1, 'time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset is comprised of hourly energy consumption data starting from 1st January 2015 until 2nd of May 2018. Quite recent data :)!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create input and target samples from time series data\n",
    "----\n",
    "\n",
    "### Split data in train/test datasets\n",
    "----\n",
    "The first step in data processing is to create a train and test dataset from the original data. I have chosen to keep 80% of the data in the train and 20% in the test. Feel free to play with this parameter by nudging the train_size variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split dataset into train and test\n",
    "train_size = 0.8\n",
    "end_train = int(len(energy_df)*train_size/24)*24\n",
    "train_energy_df = energy_df.iloc[:end_train,:]\n",
    "test_energy_df = energy_df.iloc[end_train:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2af6804390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot train dataset \n",
    "plt.figure(figsize=(14,6))\n",
    "plt.plot(train_energy_df['date'], train_energy_df['actual_load'], color='cornflowerblue');\n",
    "plt.title('Train dataset', fontsize=17);\n",
    "plt.ylabel('Energy Demand [MW]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2af6783128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot test dataset \n",
    "plt.figure(figsize=(14,6))\n",
    "plt.plot(test_energy_df['date'], test_energy_df['actual_load'], color='gold');\n",
    "plt.title('Test dataset', fontsize=17);\n",
    "plt.ylabel('Energy Demand [MW]');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scale dataset\n",
    "----\n",
    "Neural networks work better and converge much faster is the data is normalized. For this task, I have chosen to normalize the data with zero mean and unit variance as I find that this works better with LSTM. You can also try to normalize the data using a MinMaxScaler and see if you can obtain better results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Interpolate missing measurements\n",
    "train_energy_df = train_energy_df.interpolate(limit_direction='both')\n",
    "test_energy_df = test_energy_df.interpolate(limit_direction='both')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler().fit(train_energy_df['actual_load'][:,None])\n",
    "train_energy_df['actual_load'] = scaler.transform(train_energy_df['actual_load'][:,None])\n",
    "test_energy_df['actual_load'] = scaler.transform(test_energy_df['actual_load'][:,None])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create moving window samples\n",
    "----\n",
    "You can find in the code cell below the function that I have created to produce input and target samples from a timeseries data. The input in each RNN cell is the hourly profile of one day. The number of timesteps is defined by the *look_back* variable, which specifies how many days to look back. The default is 5 days, which means that the RNN will unroll for 5 steps.\n",
    "\n",
    "You can also specify how many days to predict ahead, the default being one day.\n",
    "\n",
    "The input and target samples are created based on the *look_back* and *predict_ahead* variables, as it can be seen in the figure below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![img](tutorials_graphics/moving_windows_samples.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def moving_window_samples(timeseries, look_back=5, predict_ahead=1):\n",
    "    '''\n",
    "    Function to create input and target samples from a time-series \n",
    "    using a lag of one day.\n",
    "    \n",
    "    Args:\n",
    "        timeseries: timeseries dataset.\n",
    "        look_back: the size of the input. Specifies how many days to look back.\n",
    "        predict_ahead: size of the output. Specifies how many days to predict ahead.\n",
    "    \n",
    "    Returns:\n",
    "        input_samples: the input samples createad from the timeseries, \n",
    "                       using a window shift of one day.\n",
    "        target_samples: the target corresponding to each input sample.\n",
    "    '''\n",
    "    \n",
    "    n_strides = int((len(timeseries)- predict_ahead*24 - look_back*24 + 24)/24)\n",
    "    input_samples = np.zeros((n_strides, look_back*24))\n",
    "    target_samples = np.zeros((n_strides, predict_ahead*24))\n",
    "    for i in range(n_strides):\n",
    "        end_input = i*24 + look_back*24\n",
    "        input_samples[i,:] = timeseries[i*24:end_input]\n",
    "        target_samples[i,:] = timeseries[end_input:(end_input + predict_ahead*24)]  \n",
    "        \n",
    "    # Reshape input to (num_samples, timesteps, input_dimension)\n",
    "    input_samples = input_samples.reshape((-1, look_back, 24))\n",
    "    return input_samples.astype('float32'), target_samples.astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_input_samples, train_target_samples = moving_window_samples(train_energy_df['actual_load'],\n",
    "                                                                  look_back=5, predict_ahead=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_input_samples, test_target_samples = moving_window_samples(test_energy_df['actual_load'],\n",
    "                                                                look_back=5, predict_ahead=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create train and test dataset with tf.data.Dataset \n",
    "----\n",
    "As usually, we transfer the data to tensors using the tf.data.Dataset API. I've chosen a batch size of 64 but feel free to play with it. We can iterate very easily through these datasets with the tfe.Iterator function, when training the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feel free to modify the size of the batches\n",
    "# Usually smaller batch sizes obtain better results on test data\n",
    "batch_size = 64\n",
    "train_dataset = (tf.data.Dataset.from_tensor_slices(\n",
    "    (train_input_samples, train_target_samples)).batch(batch_size))\n",
    "test_dataset = (tf.data.Dataset.from_tensor_slices(\n",
    "    (test_input_samples, test_target_samples)).batch(batch_size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RNN model for regression compatible with Eager API\n",
    "----\n",
    "\n",
    "The class of the RNN model is very similar to the previous models. During initialization, we define all the layers needed in the forward pass. We can also specify the device where you would like to perform the computations on, as well as the filepath where we would like either to restore or save the variables of the model. The model inherits from tf.keras.Model in order to keep track of all of our variables. \n",
    "\n",
    "The architecture for this model is very simple. We simply take the hourly profile of the last *look_back* days, and pass them through the RNN, one step at a time. The final output is passed through a dense layer with a ReLU activation. The output layer size is defined by the *predict_ahead* variable. In our case, the output size is 24 units, as we are predicting the energy demand for the next day. \n",
    "![img](tutorials_graphics/rnn_regression.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RegressionRNN(tf.keras.Model):\n",
    "    def __init__(self, cell_size=64, dense_size=128, predict_ahead=1, \n",
    "                 device='cpu:0', checkpoint_directory=None):\n",
    "        ''' Define the parameterized layers used during forward-pass, the device\n",
    "            where you would like to run the computation on and the checkpoint\n",
    "            directory. Additionaly, you can also modify the default size of the \n",
    "            network.\n",
    "            \n",
    "            Args:\n",
    "                cell_size: RNN cell size.\n",
    "                dense_size: the size of the dense layer.\n",
    "                predict_ahead: the number of days you would like to predict ahead.\n",
    "                device: string, 'cpu:n' or 'gpu:n' (n can vary). Default, 'cpu:0'.\n",
    "                checkpoint_directory: the directory where you would like to \n",
    "                                      save/restore a model.\n",
    "        '''\n",
    "        super(RegressionRNN, self).__init__()\n",
    "        \n",
    "        # Weights initializer function\n",
    "        w_initializer = tf.contrib.layers.xavier_initializer()\n",
    "    \n",
    "        # Biases initializer function\n",
    "        b_initializer = tf.zeros_initializer()\n",
    "        \n",
    "        # Dense layer initialization\n",
    "        self.dense_layer = tf.keras.layers.Dense(dense_size, activation=tf.nn.relu, \n",
    "                                                 kernel_initializer=w_initializer, \n",
    "                                                 bias_initializer=b_initializer)\n",
    "        \n",
    "        # Predictions layer initialization\n",
    "        self.pred_layer = tf.keras.layers.Dense(predict_ahead*24, activation=None, \n",
    "                                                kernel_initializer=w_initializer, \n",
    "                                                bias_initializer=b_initializer)\n",
    "        \n",
    "        # Basic LSTM cell\n",
    "        self.rnn_cell = tf.nn.rnn_cell.BasicLSTMCell(cell_size)\n",
    "        \n",
    "        # Define the device \n",
    "        self.device = device\n",
    "        \n",
    "        # Define the checkpoint directory\n",
    "        self.checkpoint_directory = checkpoint_directory\n",
    "        \n",
    "    def predict(self, X):\n",
    "        '''\n",
    "        Performs a forward-pass through the network.\n",
    "\n",
    "        Args:\n",
    "            X: 3D tensor of shape (batch_size, timesteps, input_dimension).\n",
    "        \n",
    "        Returns:\n",
    "            preds: the final predictions of the network.\n",
    "        '''\n",
    "        \n",
    "        # Get the number of samples within a batch\n",
    "        num_samples = tf.shape(X)[0]\n",
    "\n",
    "        # Initialize LSTM cell state with zeros\n",
    "        state = self.rnn_cell.zero_state(num_samples, dtype=tf.float32)\n",
    "        \n",
    "        # Unstack the input\n",
    "        unstacked_input = tf.unstack(X, axis=1)\n",
    "        \n",
    "        # Iterate through each timestep \n",
    "        for input_step in unstacked_input:\n",
    "            output, state = self.rnn_cell(input_step, state)\n",
    "        \n",
    "        # Pass the last cell state through a dense layer (ReLU activation)\n",
    "        dense = self.dense_layer(output)\n",
    "        \n",
    "        # Compute the final predictions\n",
    "        preds = self.pred_layer(dense)\n",
    "        return preds\n",
    "    \n",
    "    def loss_fn(self, X, y):\n",
    "        \"\"\" Defines the loss function used during \n",
    "            training.         \n",
    "        \"\"\"\n",
    "        preds = self.predict(X)\n",
    "        loss = tf.losses.mean_squared_error(y, preds)\n",
    "        return loss\n",
    "    \n",
    "    def grads_fn(self, X, y):\n",
    "        \"\"\" Dynamically computes the gradients of the loss value\n",
    "            with respect to the parameters of the model, in each\n",
    "            forward pass.\n",
    "        \"\"\"\n",
    "        with tfe.GradientTape() as tape:\n",
    "            loss = self.loss_fn(X, y)\n",
    "        return tape.gradient(loss, self.variables)\n",
    "    \n",
    "    def restore_model(self):\n",
    "        \"\"\" Function to restore trained model.\n",
    "        \"\"\"\n",
    "        with tf.device(self.device):\n",
    "            # Run the model once to initialize variables\n",
    "            dummy_input = tf.constant(tf.zeros((1, 5, 24)))\n",
    "            dummy_pred = self.predict(dummy_input)\n",
    "            # Restore the variables of the model\n",
    "            saver = tfe.Saver(self.variables)\n",
    "            saver.restore(tf.train.latest_checkpoint\n",
    "                          (self.checkpoint_directory))\n",
    "    \n",
    "    def save_model(self, global_step=0):\n",
    "        \"\"\" Function to save trained model.\n",
    "        \"\"\"\n",
    "        tfe.Saver(self.variables).save(self.checkpoint_directory, \n",
    "                                       global_step=global_step)   \n",
    "        \n",
    "    def fit(self, training_data, eval_data, optimizer, num_epochs=500, \n",
    "            early_stopping_rounds=10, verbose=10, train_from_scratch=False):\n",
    "        \"\"\" Function to train the model, using the selected optimizer and\n",
    "            for the desired number of epochs. You can either train from scratch\n",
    "            or load the latest model trained. Early stopping is used in order to\n",
    "            mitigate the risk of overfitting the network.\n",
    "            \n",
    "            Args:\n",
    "                training_data: the data you would like to train the model on.\n",
    "                                Must be in the tf.data.Dataset format.\n",
    "                eval_data: the data you would like to evaluate the model on.\n",
    "                            Must be in the tf.data.Dataset format.\n",
    "                optimizer: the optimizer used during training.\n",
    "                num_epochs: the maximum number of iterations you would like to \n",
    "                            train the model.\n",
    "                early_stopping_rounds: stop training if the loss on the eval \n",
    "                                       dataset does not decrease after n epochs.\n",
    "                verbose: int. Specify how often to print the loss value of the network.\n",
    "                train_from_scratch: boolean. Whether to initialize variables of the\n",
    "                                    the last trained model or initialize them\n",
    "                                    randomly.\n",
    "        \"\"\" \n",
    "    \n",
    "        if train_from_scratch==False:\n",
    "            self.restore_model()\n",
    "        \n",
    "        # Initialize best loss. This variable will store the lowest loss on the\n",
    "        # eval dataset.\n",
    "        best_loss = 999\n",
    "        \n",
    "        # Initialize classes to update the mean loss of train and eval\n",
    "        train_loss = tfe.metrics.Mean('train_loss')\n",
    "        eval_loss = tfe.metrics.Mean('eval_loss')\n",
    "        \n",
    "        # Initialize dictionary to store the loss history\n",
    "        self.history = {}\n",
    "        self.history['train_loss'] = []\n",
    "        self.history['eval_loss'] = []\n",
    "        \n",
    "        # Begin training\n",
    "        with tf.device(self.device):\n",
    "            for i in range(num_epochs):\n",
    "                # Training with gradient descent\n",
    "                for X, y in tfe.Iterator(training_data):\n",
    "                    grads = self.grads_fn(X, y)\n",
    "                    optimizer.apply_gradients(zip(grads, self.variables))\n",
    "                    \n",
    "                # Compute the loss on the training data after one epoch\n",
    "                for X, y in tfe.Iterator(training_data):\n",
    "                    loss = self.loss_fn(X, y)\n",
    "                    train_loss(loss)\n",
    "                self.history['train_loss'].append(train_loss.result().numpy())\n",
    "                # Reset metrics\n",
    "                train_loss.init_variables()\n",
    "                \n",
    "                # Compute the loss on the eval data after one epoch\n",
    "                for X, y in tfe.Iterator(eval_data):\n",
    "                    loss = self.loss_fn(X, y)\n",
    "                    eval_loss(loss)\n",
    "                self.history['eval_loss'].append(eval_loss.result().numpy())\n",
    "                # Reset metrics\n",
    "                eval_loss.init_variables()\n",
    "                \n",
    "                # Print train and eval losses\n",
    "                if (i==0) | ((i+1)%verbose==0):\n",
    "                    print('Train loss at epoch %d: ' %(i+1), self.history['train_loss'][-1])\n",
    "                    print('Eval loss at epoch %d: ' %(i+1), self.history['eval_loss'][-1])\n",
    "\n",
    "                # Check for early stopping\n",
    "                if self.history['eval_loss'][-1]<best_loss:\n",
    "                    best_loss = self.history['eval_loss'][-1]\n",
    "                    count = early_stopping_rounds\n",
    "                else:\n",
    "                    count -= 1\n",
    "                if count==0:\n",
    "                    break  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train the model with gradient descent\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Specify the path where you want to save/restore the trained variables.\n",
    "checkpoint_directory = 'models_checkpoints/DemandRNN/'\n",
    "\n",
    "# Use the GPU if available.\n",
    "device = 'gpu:0' if tfe.num_gpus()>0 else 'cpu:0'\n",
    "\n",
    "# Define optimizer.\n",
    "optimizer = tf.train.AdamOptimizer(learning_rate=1e-2)\n",
    "\n",
    "# Instantiate model. This doesn't initialize the variables yet.\n",
    "model = RegressionRNN(cell_size=16, dense_size=16, predict_ahead=1, \n",
    "                      device=device, checkpoint_directory=checkpoint_directory)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train loss at epoch 1:  0.5420932229608297\n",
      "Eval loss at epoch 1:  0.609554298222065\n",
      "Train loss at epoch 50:  0.024180740118026733\n",
      "Eval loss at epoch 50:  0.049175919964909554\n"
     ]
    }
   ],
   "source": [
    "# Train model\n",
    "model.fit(train_dataset, test_dataset, optimizer, num_epochs=500, \n",
    "          early_stopping_rounds=5, verbose=50, train_from_scratch=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save model\n",
    "model.save_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the performance during training\n",
    "\n",
    "We can easily visualize the loss history as it was tracked automaticaly during model fitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28f2b8c4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(range(len(model.history['train_loss'])), model.history['train_loss'],\n",
    "         color='cornflowerblue', label='Train loss');\n",
    "plt.plot(range(len(model.history['eval_loss'])), model.history['eval_loss'], \n",
    "         color='gold', label='Test loss');\n",
    "plt.title('Model performance during training', fontsize=15)\n",
    "plt.xlabel('Number of epochs', fontsize=15);\n",
    "plt.ylabel('Loss', fontsize=15);\n",
    "plt.legend(fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize predictions on the test dataset\n",
    "----\n",
    "\n",
    "This is the final part of the tutorial. After training the network, we can visualize the forecasts made on the test dataset.\n",
    "\n",
    "If you have skipped the training, I have added a cell where you can easily restore an already trained model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from models_checkpoints/DemandRNN/-0\n"
     ]
    }
   ],
   "source": [
    "##################################################\n",
    "# Restore previously trained model\n",
    "##################################################\n",
    "tf.reset_default_graph()\n",
    "checkpoint_directory = 'models_checkpoints/DemandRNN/'\n",
    "model = RegressionRNN(cell_size=16, dense_size=16, predict_ahead=1, \n",
    "                      device=device, checkpoint_directory=checkpoint_directory)\n",
    "model.restore_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f27ee3170b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###################################################\n",
    "# Visualize actual values vs forecasted values\n",
    "###################################################\n",
    "with tf.device(device):\n",
    "    # Create iterator for input and target test samples\n",
    "    X_test, y_test = tfe.Iterator(test_dataset).next()\n",
    "    # Predict on test batch\n",
    "    preds = model.predict(X_test).numpy()\n",
    "    y = y_test.numpy()\n",
    "    # Create subplots for half of the batch samples (32)\n",
    "    f, axarr = plt.subplots(16, 2, figsize=(12, 40))\n",
    "    f.tight_layout()\n",
    "    # Plot predictions\n",
    "    i, j = 0, 0\n",
    "    for idx in range(32):\n",
    "        axarr[i,j].plot(range(24), preds[idx,:], label='Predicted demand', \n",
    "                        color='cornflowerblue')\n",
    "        axarr[i,j].plot(range(24), y[idx,:], label='Actual demand',\n",
    "                        color='gold')\n",
    "        axarr[i,j].legend()\n",
    "        axarr[i,j].set_title('Test sample %d' %idx)\n",
    "        if j==1:\n",
    "            i += 1\n",
    "            j = 0\n",
    "        else:\n",
    "            j += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
